| 120 |
10.1001/jamadermatol.2018.4378 |
Expert-Level Diagnosis Of Nonpigmented Skin Cancer By
Combined Convolutional Neural Networks |
Tschandl, Philipp; Rosendahl, Cliff; Akay, Bengu Nisa;
Argenziano, Giuseppe; Blum, Andreas; Braun, Ralph P.; Cabo, Horacio;
Gourhant, Jean-Yves; Kreusch, Jurgen; Lallas, Aimilios; Lapins, Jan;
Marghoob, Ashfaq; Menzies, Scott; Neuber, Nina Maria; Paoli, John;
Rabinovitz, Harold S.; Rinner, Christoph; Scope, Alon; Soyer, H. Peter;
Sinz, Christoph; Thomas, Luc; Zalaudek, Iris; Kittler, Harald |
Jama Dermatology |
2019 |
| 121 |
10.1001/jamadermatol.2019.1735 |
Association Between Surgical Skin Markings In
Dermoscopic Images And Diagnostic Performance Of A Deep Learning
Convolutional Neural Network For Melanoma Recognition |
Winkler, Julia K.; Fink, Christine; Toberer, Ferdinand;
Enk, Alexander; Deinlein, Teresa; Hofmann-Wellenhof, Rainer; Thomas,
Luc; Lallas, Aimilios; Blum, Andreas; Stolz, Wilhelm; Haenssle, Holger
A. |
Jama Dermatology |
2019 |
| 5450 |
10.1016/j.ejca.2019.02.005 |
A Convolutional Neural Network Trained With Dermoscopic
Images Performed On Par With 145 Dermatologists In A Clinical Melanoma
Image Classification Task |
Brinker, Titus J., 0000-0002-3620-5919; Hekler, Achim;
Enk, Alexander H.; Klode, Joachim; Hauschild, Axel; Berking, Carola;
Schilling, Bastian, 0000-0001-8859-4103; Haferkamp, Sebastian;
Schadendorf, Dirk, 0000-0003-3524-7858; Frohling, Stefan; Utikal, Jochen
S.; Von Kalle, Christof; Ludwig-Peitsch, Wiebke; Sirokay, Judith;
Heinzerling, Lucie; Albrecht, Magarete; Baratella, Katharina; Bischof,
Lena; Chorti, Eleftheria; Dith, Anna; Drusio, Christina; Giese, Nina;
Gratsias, Emmanouil; Griewank, Klaus; Hallasch, Sandra; Hanhart, Zdenka;
Herz, Saskia; Hohaus, Katja; Jansen, Philipp; Jockenhofer, Finja;
Kanaki, Theodora; Knispel, Sarah; Leonhard, Katja; Martaki, Anna; Matei,
Liliana; Matull, Johanna; Olischewski, Alexandra; Petri, Maximilian;
Placke, Jan-Malte; Raub, Simon; Salva, Katrin; Schlott, Swantje; Sody,
Elsa; Steingrube, Nadine; Stoffels, Ingo; Ugurel, Selma; Sondermann,
Wiebke; Zaremba, Anne; Gebhardt, Christoffer; Booken, Nina;
Christolouka, Maria; Buder-Bakhaya, Kristina; Bokor-Billmann, Therezia;
Enk, Alexander; Gholam, Patrick; Hansle, Holger; Salzmann, Martin;
Schafer, Sarah; Schakel, Knut; Schank, Timo; Bohne, Ann-Sophie; Deffaa,
Sophia; Drerup, Katharina; Egberts, Friederike; Erkens, Anna-Sophie;
Ewald, Benjamin; Falkvoll, Sandra; Gerdes, Sascha; Harde, Viola;
Hauschild, Axel; Jost, Marion; Kosova, Katja; Messinger, Laetitia;
Metzner, Malte; Morrison, Kirsten; Motamedi, Rogina; Pinczker, Anja;
Rosenthal, Anne; Scheller, Natalie; Schwarz, Thomas; Stolzl, Dora;
Thielking, Federieke; Tomaschewski, Elena; Wehkamp, Ulrike; Weichenthal,
Michael; Wiedow, Oliver; Bar, Claudia Maria; Bender-Sabelkampf, Sophia;
Horbrugger, Marc; Karoglan, Ante; Kraas, Luise; Faulhaber, Jorg; Geraud,
Cyrill; Guo, Ze; Koch, Philipp; Linke, Miriam; Maurier, Nolwenn; Muller,
Verena; Thomas, Benjamin; Utikal, Jochen Sven; Alamri, Ali Saeed M.;
Baczako, Andrea; Berking, Carola; Betke, Matthias; Haas, Carolin;
Hartmann, Daniela; Heppt, Markus V.; Kilian, Katharina; Krammer,
Sebastian; Lapczynski, Natalie Lidia; Mastnik, Sebastian; Nasifoglu,
Suzan; Ruini, Cristel; Sattler, Elke; Schlaak, Max; Wolff, Hans; Achatz,
Birgit; Bergbreiter, Astrid; Drexler, Konstantin; Ettinger, Monika;
Haferkamp, Sebastian; Halupczok, Anna; Hegemann, Marie; Dinauer, Verena;
Maagk, Maria; Mickler, Marion; Philipp, Biance; Wilm, Anna; Wittmann,
Constanze; Gesierich, Anja; Glutsch, Valerie; Kahlert, Katrin; Kerstan,
Andreas; Schilling, Bastian; Schrufer, Philipp |
European Journal Of Cancer |
2019 |
| 5451 |
10.1016/j.ejca.2019.04.001 |
Deep Learning Outperformed 136 Of 157 Dermatologists In
A Head-To-Head Dermoscopic Melanoma Image Classification Task |
Brinker, Titus J., 0000-0002-3620-5919; Hekler, Achim;
Enk, Alexander H.; Klode, Joachim; Hauschild, Axel; Berking, Carola;
Schilling, Bastian, 0000-0001-8859-4103; Haferkamp, Sebastian;
Schadendorf, Dirk, 0000-0003-3524-7858; Holland-Letz, Tim; Utikal,
Jochen S.; Von Kalle, Christof; Ludwig-Peitsch, Wiebke; Sirokay, Judith;
Heinzerling, Lucie; Albrecht, Magarete; Baratella, Katharina; Bischof,
Lena; Chorti, Eleftheria; Dith, Anna; Drusio, Christina; Giese, Nina;
Gratsias, Emmanouil; Griewank, Klaus; Hallasch, Sandra; Hanhart, Zdenka;
Herz, Saskia; Hohaus, Katja; Jansen, Philipp; Jockenhofer, Finja;
Kanaki, Theodora; Knispel, Sarah; Leonhard, Katja; Martaki, Anna; Matei,
Liliana; Matull, Johanna; Olischewski, Alexandra; Petri, Maximilian;
Placke, Jan-Malte; Raub, Simon; Salva, Katrin; Schlott, Swantje; Sody,
Elsa; Steingrube, Nadine; Stoffels, Ingo; Ugurel, Selma; Zaremba, Anne;
Gebhardt, Christoffer; Booken, Nina; Christolouka, Maria; Buder-Bakhaya,
Kristina; Bokor-Billmann, Therezia; Enk, Alexander; Gholam, Patrick;
Hansle, Holger; Salzmann, Martin; Schafer, Sarah; Schakel, Knut; Schank,
Timo; Bohne, Ann-Sophie; Deffaa, Sophia; Drerup, Katharina; Egberts,
Friederike; Erkens, Anna-Sophie; Ewald, Benjamin; Falkvoll, Sandra;
Gerdes, Sascha; Harde, Viola; Hauschild, Axel; Jost, Marion; Kosova,
Katja; Messinger, Laetitia; Metzner, Malte; Morrison, Kirsten; Motamedi,
Rogina; Pinczker, Anja; Rosenthal, Anne; Scheller, Natalie; Schwarz,
Thomas; Stolzl, Dora; Thielking, Federieke; Tomaschewski, Elena;
Wehkamp, Ulrike; Weichenthal, Michael; Wiedow, Oliver; Bar, Claudia
Maria; Bender-Sabelkampf, Sophia; Horbrugger, Marc; Karoglan, Ante;
Kraas, Luise; Faulhaber, Jorg; Geraud, Cyrill; Guo, Ze; Koch, Philipp;
Linke, Miriam; Maurier, Nolwenn; Muller, Verena; Thomas, Benjamin;
Utikal, Jochen Sven; Alamri, Ali Saeed M.; Baczako, Andrea; Berking,
Carola; Betke, Matthias; Haas, Carolin; Hartmann, Daniela; Heppt, Markus
V.; Kilian, Katharina; Krammer, Sebastian; Lapczynski, Natalie Lidia;
Mastnik, Sebastian; Nasifoglu, Suzan; Ruini, Cristel; Sattler, Elke;
Schlaak, Max; Wolff, Hans; Achatz, Birgit; Bergbreiter, Astrid; Drexler,
Konstantin; Ettinger, Monika; Haferkamp, Sebastian; Halupczok, Anna;
Hegemann, Marie; Dinauer, Verena; Maagk, Maria; Mickler, Marion;
Philipp, Biance; Wilm, Anna; Wittmann, Constanze; Gesierich, Anja;
Glutsch, Valerie; Kahlert, Katrin; Kerstan, Andreas; Schilling, Bastian;
Schrufer, Philipp |
European Journal Of Cancer |
2019 |
| 5452 |
10.1016/j.ejca.2019.04.021 |
Pathologist-Level Classification Of Histopathological
Melanoma Images With Deep Neural Networks |
Hekler, Achim; Utikal, Jochen Sven; Enk, Alexander H.;
Berking, Carola; Klode, Joachim; Schadendorf, Dirk, 0000-0003-3524-7858;
Jansen, Philipp; Franklin, Cindy; Holland-Letz, Tim; Krahl, Dieter; Von
Kalle, Christof; Frohling, Stefan; Brinker, Titus Josef |
European Journal Of Cancer |
2019 |
| 5453 |
10.1016/j.ejca.2019.05.023 |
Deep Neural Networks Are Superior To Dermatologists In
Melanoma Image Classification |
Brinker, Titus J.; Hekler, Achim; Enk, Alexander H.;
Berking, Carola; Haferkamp, Sebastian; Hauschild, Axel; Weichenthal,
Michael; Klode, Joachim; Schadendorf, Dirk, 0000-0003-3524-7858;
Holland-Letz, Tim; Von Kalle, Christof; Frohling, Stefan; Schilling,
Bastian, 0000-0001-8859-4103; Utikal, Jochen S. |
European Journal Of Cancer |
2019 |
| 5454 |
10.1016/j.ejca.2019.06.012 |
Deep Learning Outperformed 11 Pathologists In The
Classification Of Histopathological Melanoma Images |
Hekler, Achim; Utikal, Jochen S.; Enk, Alexander H.;
Solass, Wiebke; Schmitt, Max; Klode, Joachim; Schadendorf, Dirk,
0000-0003-3524-7858; Sondermann, Wiebke; Franklin, Cindy; Bestvater,
Felix; Flaig, Michael J.; Krahl, Dieter; Von Kalle, Christof; Frohling,
Stefan; Brinker, Titus J. |
European Journal Of Cancer |
2019 |
| 5455 |
10.1016/j.ejca.2019.06.013 |
Systematic Outperformance Of 112 Dermatologists In
Multiclass Skin Cancer Image Classification By Convolutional Neural
Networks |
Maron, Roman C.; Weichenthal, Michael; Utikal, Jochen
S.; Hekler, Achim; Berking, Carola; Hauschild, Axel; Enk, Alexander H.;
Haferkamp, Sebastian; Klode, Joachim; Schadendorf, Dirk,
0000-0003-3524-7858; Jansen, Philipp; Holland-Letz, Tim; Schilling,
Bastian, 0000-0001-8859-4103; Von Kalle, Christof; Frohling, Stefan;
Gaiser, Maria R.; Hartmann, Daniela; Gesierich, Anja; Kahler, Katharina
C.; Wehkamp, Ulrike, 0000-0002-7398-4261; Karoglan, Ante; Bar, Claudia;
Brinker, Titus J., 0000-0002-3620-5919; Schmitt, Laurenz; Peitsch,
Wiebke K.; Hoffmann, Friederike; Becker, Jurgen C.; Drusio, Christina;
Jansen, Philipp; Klode, Joachim; Lodde, Georg; Sammet, Stefanie;
Schadendorf, Dirk; Sondermann, Wiebke; Ugurel, Selma; Zader, Jeannine;
Enk, Alexander; Salzmann, Martin; Schafer, Sarah; Schakel, Knut;
Winkler, Julia; Wolbing, Priscilla; Asper, Hiba; Bohne, Ann-Sophie;
Brown, Victoria; Burba, Bianca; Deffaa, Sophia; Dietrich, Cecilia;
Dietrich, Matthias; Drerup, Katharina Antonia; Egberts, Friederike;
Erkens, Anna-Sophie; Greven, Salim; Harde, Viola; Jost, Marion; Kaeding,
Merit; Kosova, Katharina; Lischner, Stephan; Maagk, Maria; Messinger,
Anna Laetitia; Metzner, Malte; Motamedi, Rogina; Rosenthal,
Ann-Christine; Seidl, Ulrich; Stemmermann, Jana; Torz, Kaspar; Velez,
Juliana Giraldo; Haiduk, Jennifer; Alter, Mareike; Bar, Claudia;
Bergenthal, Paul; Gerlach, Anne; Holtorf, Christian; Karoglan, Ante;
Kindermann, Sophie; Kraas, Luise; Felcht, Moritz; Gaiser, Maria R.;
Klemke, Claus-Detlev; Kurzen, Hjalmar; Leibing, Thomas; Muller, Verena;
Reinhard, Raphael R.; Utikal, Jochen; Winter, Franziska; Berking,
Carola; Eicher, Laurie; Hartmann, Daniela; Heppt, Markus; Kilian,
Katharina; Krammer, Sebastian; Lill, Diana; Niesert, Anne-Charlotte;
Oppel, Eva; Sattler, Elke; Senner, Sonja; Wallmichrath, Jens; Wolff,
Hans; Giner, Tina; Glutsch, Valerie; Kerstan, Andreas; Presser, Dagmar;
Schrufer, Philipp; Schummer, Patrick; Stolze, Ina; Weber, Judith;
Drexler, Konstantin; Haferkamp, Sebastian; Mickler, Marion; Stauner,
Camila Toledo; Thiem, Alexander |
European Journal Of Cancer |
2019 |
| 5457 |
10.1016/j.ejca.2019.07.019 |
Superior Skin Cancer Classification By The Combination
Of Human And Artificial Intelligence |
Hekler, Achim; Utikal, Jochen S.; Enk, Alexander H.;
Hauschild, Axel; Weichenthal, Michael; Maron, Roman C.; Berking, Carola;
Haferkamp, Sebastian; Klode, Joachim; Schadendorf, Dirk,
0000-0003-3524-7858; Schilling, Bastian, 0000-0001-8859-4103;
Holland-Letz, Tim; Izar, Benjamin; Von Kalle, Christof; Frohling,
Stefan; Brinker, Titus J.; Schmitt, Laurenz; Peitsch, Wiebke K.;
Hoffmann, Friederike; Becker, Jurgen C.; Drusio, Christina; Jansen,
Philipp; Klode, Joachim; Lodde, Georg; Sammet, Stefanie; Schadendorf,
Dirk; Sondermann, Wiebke; Ugurel, Selma; Zader, Jeannine; Enk,
Alexander; Salzmann, Martin; Schafer, Sarah; Schakel, Knut; Winkler,
Julia; Wolbing, Priscilla; Asper, Hiba; Bohne, Ann-Sophie; Brown,
Victoria; Burba, Bianca; Deffaa, Sophia; Dietrich, Cecilia; Dietrich,
Matthias; Drerup, Katharina Antonia; Egberts, Friederike; Erkens,
Anna-Sophie; Greven, Salim; Harde, Viola; Jost, Marion; Kaeding, Merit;
Kosova, Katharina; Lischner, Stephan; Maagk, Maria; Messinger, Anna
Laetitia; Metzner, Malte; Motamedi, Rogina; Rosenthal, Ann-Christine;
Seidl, Ulrich; Stemmermann, Jana; Torz, Kaspar; Velez, Juliana Giraldo;
Haiduk, Jennifer; Alter, Mareike; Bar, Claudia; Bergenthal, Paul;
Gerlach, Anne; Holtorf, Christian; Karoglan, Ante; Kindermann, Sophie;
Kraas, Luise; Felcht, Moritz; Gaiser, Maria R.; Klemke, Claus-Detlev;
Kurzen, Hjalmar; Leibing, Thomas; Muller, Verena; Reinhard, Raphael R.;
Utikal, Jochen; Winter, Franziska; Berking, Carola; Eicher, Laurie;
Hartmann, Daniela; Heppt, Markus; Kilian, Katharina; Krammer, Sebastian;
Lill, Diana; Niesert, Anne-Charlotte; Oppel, Eva; Sattler, Elke; Senner,
Sonja; Wallmichrath, Jens; Wolff, Hans; Gesierich, Anja; Giner, Tina;
Glutsch, Valerie; Kerstan, Andreas; Presser, Dagmar; Schrufer, Philipp;
Schummer, Patrick; Stolze, Ina; Weber, Judith; Drexler, Konstantin;
Haferkamp, Sebastian; Mickler, Marion; Stauner, Camila Toledo; Thiem,
Alexander |
European Journal Of Cancer |
2019 |
| 7529 |
10.1016/j.jid.2018.01.028 |
Classification Of The Clinical Images For Benign And
Malignant Cutaneous Tumors Using A Deep Learning Algorithm |
Han, Seung Seog, 0000-0002-0500-3628; Kim, Myoung Shin;
Lim, Woohyung; Park, Gyeong Hun; Park, Ilwoo; Chang, Sung Eun,
0000-0003-4225-0414 |
Journal Of Investigative Dermatology |
2018 |
| 10294 |
10.1016/s1470-2045(19)30333-x |
Comparison Of The Accuracy Of Human Readers Versus
Machine-Learning Algorithms For Pigmented Skin Lesion Classification: An
Open, Web-Based, International, Diagnostic Study |
Tschandl, Philipp; Codella, Noel; Akay, Bengu Nisa;
Argenziano, Giuseppe; Braun, Ralph P; Cabo, Horacio; Gutman, David;
Halpern, Allan; Helba, Brian; Hofmann-Wellenhof, Rainer; Lallas,
Aimilios; Lapins, Jan; Longo, Caterina; Malvehy, Josep; Marchetti,
Michael A; Marghoob, Ashfaq; Menzies, Scott; Oakley, Amanda; Paoli,
John; Puig, Susana; Rinner, Christoph; Rosendahl, Cliff; Scope, Alon;
Sinz, Christoph; Soyer, H Peter; Thomas, Luc; Zalaudek, Iris; Kittler,
Harald |
The Lancet Oncology |
2019 |
| 14735 |
10.1038/s41591-020-0942-0 |
Human<U+2013>Computer Collaboration For Skin
Cancer Recognition |
Tschandl, Philipp, 0000-0003-0391-7810; Rinner,
Christoph, 0000-0002-3847-5664; Apalla, Zoe; Argenziano, Giuseppe,
0000-0003-1413-8214; Codella, Noel; Halpern, Allan; Janda, Monika;
Lallas, Aimilios; Longo, Caterina; Malvehy, Josep; Paoli, John; Puig,
Susana; Rosendahl, Cliff; Soyer, H. Peter, 0000-0002-4770-561X;
Zalaudek, Iris; Kittler, Harald, 0000-0002-0051-8016 |
Nature Medicine |
2020 |
| 15053 |
10.1038/sdata.2018.161 |
The Ham10000 Dataset, A Large Collection Of
Multi-Source Dermatoscopic Images Of Common Pigmented Skin Lesions |
Tschandl, Philipp; Rosendahl, Cliff; Kittler, Harald,
0000-0002-0051-8016 |
Scientific Data |
2018 |
| 16957 |
10.1093/annonc/mdy166 |
Man Against Machine: Diagnostic Performance Of A Deep
Learning Convolutional Neural Network For Dermoscopic Melanoma
Recognition In Comparison To 58 Dermatologists |
Haenssle, H.A., 0000-0001-7255-3104; Fink, C.;
Schneiderbauer, R.; Toberer, F.; Buhl, T.; Blum, A.; Kalloo, A.; Hassen,
A. Ben Hadj; Thomas, L.; Enk, A.; Uhlmann, L.; Alt, Christina;
Arenbergerova, Monika; Bakos, Renato; Baltzer, Anne; Bertlich, Ines;
Blum, Andreas; Bokor-Billmann, Therezia; Bowling, Jonathan; Braghiroli,
Naira; Braun, Ralph; Buder-Bakhaya, Kristina; Buhl, Timo; Cabo, Horacio;
Cabrijan, Leo; Cevic, Naciye; Classen, Anna; Deltgen, David; Fink,
Christine; Georgieva, Ivelina; Hakim-Meibodi, Lara-Elena; Hanner,
Susanne; Hartmann, Franziska; Hartmann, Julia; Haus, Georg; Hoxha, Elti;
Karls, Raimonds; Koga, Hiroshi; Kreusch, Jurgen; Lallas, Aimilios;
Majenka, Pawel; Marghoob, Ash; Massone, Cesare; Mekokishvili, Lali;
Mestel, Dominik; Meyer, Volker; Neuberger, Anna; Nielsen, Kari;
Oliviero, Margaret; Pampena, Riccardo; Paoli, John; Pawlik, Erika; Rao,
Barbar; Rendon, Adriana; Russo, Teresa; Sadek, Ahmed; Samhaber, Kinga;
Schneiderbauer, Roland; Schweizer, Anissa; Toberer, Ferdinand;
Trennheuser, Lukas; Vlahova, Lyobomira; Wald, Alexander; Winkler, Julia;
Wolbing, Priscila; Zalaudek, Iris |
Annals Of Oncology |
2018 |
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10.1111/bjd.16924 |
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Fujisawa, Y., 0000-0003-3010-8496; Otomo, Y.; Ogata,
Y.; Nakamura, Y.; Fujita, R.; Ishitsuka, Y.; Watanabe, R.; Okiyama, N.,
0000-0002-5398-0773; Ohara, K.; Fujimoto, M. |
British Journal Of Dermatology |
2018 |
| 20787 |
10.2196/11936 |
Skin Cancer Classification Using Convolutional Neural
Networks: Systematic Review |
Brinker, Titus Josef, 0000-0002-3620-5919; Hekler,
Achim, 0000-0002-4974-2457; Utikal, Jochen Sven, 0000-0001-5316-0241;
Grabe, Niels, 0000-0003-1732-3706; Schadendorf, Dirk,
0000-0003-3524-7858; Klode, Joachim, 0000-0001-9239-7014; Berking,
Carola, 0000-0003-0229-8931; Steeb, Theresa, 0000-0002-9008-0088; Enk,
Alexander H, 0000-0002-7358-185X; Von Kalle, Christof,
0000-0001-9221-3297 |
Journal Of Medical Internet Research |
2018 |